A Trust Crisis In Simulation-Based Inference? Your Posterior Approximations Can Be Unfaithful

Joeri Hermans, Arnaud Delaunoy, François Rozet +3

We present extensive empirical evidence showing that current Bayesian simulation-based inference algorithms can produce computationally unfaithful posterior approximations. Our res…